{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据探索\n",
    "- 任务描述 请在Capital Bikeshare （美国Washington, D.C.的一个共享单车公司）提供的自行车数据上进行回归分析。根据每天的天气信息，预测该天的单车共享骑行量\n",
    "- Instant记录号\n",
    "- Dteday：日期\n",
    "- Season：季节（1=春天、2=夏天、3=秋天、4=冬天）\n",
    "- yr：年份，(0: 2011, 1:2012)\n",
    "- mnth：月份( 1 to 12)\n",
    "- hr：小时 (0 to 23) （只在hour.csv有，作业忽略此字段）\n",
    "- holiday：是否是节假日（0/1）\n",
    "- weekday：星期中的哪天，取值为0～6\n",
    "- workingday：是否工作日（0/1）\n",
    "- 1=工作日 （是否为工作日，1为工作日，0为非周末或节假日）\n",
    "- weathersit：天气（1：晴天，多云 ",
    "2：雾天，阴天 ",
    "3：小雪，小雨 ",
    "4：大雨，大雪，大雾）\n",
    "- temp：气温摄氏度\n",
    "- atemp：体感温度\n",
    "- hum：湿度\n",
    "- windspeed：风速\n",
    "- casual：非注册用户贡献的骑行量（作业无需理会该字段）\n",
    "- registered：注册用户贡献的骑行量（作业无需理会该字段）\n",
    "- cnt：给定日期（天, day.csv）时间（每小时,hour.csv）总租车人数，响应变量y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "# 设置参数\n",
    "params = {'legend.fontsize':'x-large',\n",
    "          'figure.figsize':(30, 10),\n",
    "          'axes.labelsize':'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "\n",
    "# pandas display data frames as tables\n",
    "# from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "\n",
       "   cnt  \n",
       "0  985  \n",
       "1  801  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = pd.read_csv('day.csv')\n",
    "train.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12    62\n",
       "10    62\n",
       "8     62\n",
       "7     62\n",
       "5     62\n",
       "3     62\n",
       "1     62\n",
       "11    60\n",
       "9     60\n",
       "6     60\n",
       "4     60\n",
       "2     57\n",
       "Name: mnth, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['mnth'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对类别型特征使用独热编码\n",
    "kind_featrue = ['season','mnth','weekday','weathersit']\n",
    "for colum in kind_featrue:\n",
    "    train[colum] = train[colum].astype('object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.axes._subplots.AxesSubplot at 0x21a93ab448>,\n",
       " (array([ 26.,  99., 191., 173., 124.,  62.,  35.,  14.,   6.,   1.]),\n",
       "  array([0.0223917 , 0.07089883, 0.11940596, 0.16791309, 0.21642022,\n",
       "         0.26492735, 0.31343448, 0.36194161, 0.41044874, 0.45895587,\n",
       "         0.507463  ]),\n",
       "  <a list of 10 Patch objects>))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numerical_featrue = ['temp','atemp','hum','windspeed']\n",
    "plt.subplot(221),plt.hist(train[numerical_featrue[0]])\n",
    "plt.subplot(222),plt.hist(train[numerical_featrue[1]])\n",
    "plt.subplot(223),plt.hist(train[numerical_featrue[2]])\n",
    "plt.subplot(224),plt.hist(train[numerical_featrue[3]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'holiday of counts')]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.boxplot(data=train[['holiday','cnt']],x=\"holiday\",y=\"cnt\",ax=ax)\n",
    "ax.set(title='holiday of counts')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 上图可以看出是否为假期对骑行量也有很大影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'season of counts')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.boxplot(data=train[['season','cnt']],x=\"season\",y=\"cnt\")\n",
    "ax.set(title='season of counts')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 根据箱体图发现在第二和第三季度骑行量明显高于第一和第四季度的骑行量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, '2011 to 2012 of counts')]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.violinplot(data=train[['yr','cnt']],x=\"yr\",y=\"cnt\",ax=ax)\n",
    "ax.set(title='2011 to 2012 of counts')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 一年中每天的骑行量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'dayly distribution of counts')]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])# 非时间类型的时间数据转换为时间类型\n",
    "train['dayofyear'] = train[\"date\"].dt.dayofyear # 转化为一年中的第几天\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data=train[['dayofyear','cnt','yr']],x='dayofyear',y='cnt',hue='yr',ax=ax)\n",
    "ax.set(title=\"dayly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x280f9f8e08>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatt = train[[\"temp\",\"atemp\",\n",
    "                  \"hum\",\"windspeed\",\n",
    "                  \"casual\",\"registered\",\n",
    "                  \"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt, mask=mask,\n",
    "           vmax=.8, square=True,annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 根据热图可以发现，温度和体感温度与骑行量相关性较大"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
